{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ecf7e4e-dabc-4f18-86cc-e6d48eeebe1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n",
      "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import control as ct\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.font_manager as fm\n",
    "\n",
    "# **关键：强制指定支持数学符号的字体**\n",
    "try:\n",
    "    # 尝试加载SimHei字体（Windows/Linux通用）\n",
    "    simhei_font = fm.FontProperties(fname=r\"C:\\Windows\\Fonts\\simhei.ttf\")\n",
    "    plt.rcParams[\"font.family\"] = simhei_font.get_name()\n",
    "except:\n",
    "    # 若SimHei不存在，使用系统默认中文字体\n",
    "    plt.rcParams[\"font.family\"] = [\"SimHei\"]\n",
    "\n",
    "# 设置数学文本字体（确保减号正确显示）\n",
    "plt.rcParams[\"mathtext.fontset\"] = \"stix\"  # STIX字体包含完整数学符号\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 正确显示负号\n",
    "\n",
    "# 定义受控对象和控制器\n",
    "num_G = [1, 1.59]\n",
    "den1 = np.convolve([1, 0], [1, 3.7])\n",
    "den_G = np.convolve(den1, [1, 2.4, 0.43])\n",
    "G = ct.tf(num_G, den_G)\n",
    "\n",
    "num_c = [10, 1]\n",
    "den_c = [1, 0.01]\n",
    "Gc = ct.tf(num_c, den_c)\n",
    "\n",
    "L = ct.series(Gc, G)\n",
    "\n",
    "# 获取频率响应数据并压缩维度\n",
    "w = np.logspace(-3, 3, 1000)\n",
    "freq_data = ct.frequency_response(L, w)\n",
    "mag = 20 * np.log10(np.squeeze(freq_data.magnitude))\n",
    "phase = np.squeeze(freq_data.phase)\n",
    "\n",
    "# 绘制伯德图\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.semilogx(w, mag)\n",
    "plt.ylabel(\"幅值 (dB)\")\n",
    "plt.title(\"DP10.10 开环传递函数伯德图\")\n",
    "plt.grid(True, which=\"both\", linestyle=\"--\")\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.semilogx(w, phase)\n",
    "plt.xlabel(\"频率 (rad/s)\")\n",
    "plt.ylabel(\"相位 (度)\")\n",
    "plt.grid(True, which=\"both\", linestyle=\"--\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a1f07c9e-6e34-4016-affe-012f74a84f1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\pycharm\\anaconda\\Lib\\site-packages\\control\\lti.py:524: FutureWarning: freqresp() is deprecated; use frequency_response()\n",
      "  warn(\"freqresp() is deprecated; use frequency_response()\", FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phase Margin: 128.9°\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入必要的库\n",
    "import control\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# --- 参数设置 ---\n",
    "wn = 10  # 自然频率 (rad/s)\n",
    "zeta = 0.7  # 阻尼比 (调整相位裕度)\n",
    "T1 = 0.1  # 超前校正时间常数 (主导极点)\n",
    "T2 = 0.01  # 超前校正时间常数 (零点)\n",
    "\n",
    "# --- 传递函数建模 ---\n",
    "# 1. 二阶低通滤波器 (主导极点)\n",
    "G_lp = control.TransferFunction([wn**2], [1, 2*zeta*wn, wn**2])\n",
    "\n",
    "# 2. 超前校正环节 (提升相位裕度)\n",
    "G_lead = control.TransferFunction([T1, 1], [T2, 1])\n",
    "\n",
    "# 3. 组合传递函数\n",
    "G = G_lp * G_lead\n",
    "\n",
    "# --- 使用 freqresp 获取幅值和相位 ---\n",
    "# 定义频率范围\n",
    "freq = np.logspace(0, 3, 1000)  # 从 10^0 到 10^3 rad/s\n",
    "\n",
    "# 获取频率响应\n",
    "response = control.freqresp(G, omega=freq)  # 注意参数名是 omega，不是 w\n",
    "\n",
    "# 提取幅值和相位\n",
    "mag = response[0]  # 幅值\n",
    "phase = response[1]  # 相位\n",
    "omega = response[2]  # 频率\n",
    "\n",
    "# 将幅值转换为 dB\n",
    "mag_db = 20 * np.log10(np.abs(mag))\n",
    "\n",
    "# --- 计算相位裕度 ---\n",
    "# 找到幅值等于 0 dB 的频率\n",
    "target_gain_db = 0  # 0 dB\n",
    "target_gain_linear = 10 ** (target_gain_db / 20)\n",
    "\n",
    "# 找到最接近目标增益的频率\n",
    "idx = np.argmin(np.abs(mag - target_gain_linear))\n",
    "\n",
    "# 获取该频率下的相位\n",
    "phase_at_idx = phase[idx]\n",
    "\n",
    "# 计算相位裕度\n",
    "phase_margin_deg = 180 + np.degrees(phase_at_idx)\n",
    "\n",
    "print(f\"Phase Margin: {phase_margin_deg:.1f}°\")\n",
    "\n",
    "# --- 绘制伯德图 ---\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# 幅值图 (dB)\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.semilogx(omega, mag_db, 'b', label='Magnitude (dB)')\n",
    "plt.title('Bode Diagram')\n",
    "plt.ylabel('Magnitude (dB)')\n",
    "plt.grid(which='both', axis='both')\n",
    "plt.legend()\n",
    "\n",
    "# 相位图 (deg)\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.semilogx(omega, np.degrees(phase), 'r', label='Phase (deg)')\n",
    "plt.ylabel('Phase (deg)')\n",
    "plt.xlabel('Frequency (rad/s)')\n",
    "plt.grid(which='both', axis='both')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# --- 标注相位裕度 ---\n",
    "# 重新绘制幅值图以标注相位裕度\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.semilogx(omega, mag_db, 'b', label='Magnitude (dB)')\n",
    "plt.title('Bode Diagram with Phase Margin')\n",
    "plt.ylabel('Magnitude (dB)')\n",
    "plt.grid(which='both', axis='both')\n",
    "plt.legend()\n",
    "\n",
    "# 标注相位裕度\n",
    "plt.axhline(y=0, color='k', linestyle='--', label='0 dB')\n",
    "plt.annotate(f'Phase Margin: {phase_margin_deg:.1f}°',\n",
    "             xy=(omega[idx], 0),\n",
    "             xytext=(10, 10),\n",
    "             textcoords=\"offset points\",\n",
    "             arrowprops=dict(arrowstyle=\"->\"),\n",
    "             fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ddc6217e-9cf1-4325-a876-86591670129a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "26ab6225dfba4c10be5d99177de342b4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=1.0, description='控制器增益 Kp', max=5.0, min=0.1), Output()), _dom_classe…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle, Circle, Polygon\n",
    "from ipywidgets import interact, FloatSlider\n",
    "\n",
    "# 设置 matplotlib 支持中文显示\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\", \"WenQuanYi Micro Hei\", \"Heiti TC\"]\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "def draw_block_diagram(Kp=1.0):\n",
    "    \"\"\"绘制控制系统方框图，Kp 为控制器增益\"\"\"\n",
    "    fig, ax = plt.subplots(figsize=(12, 6))\n",
    "    ax.set_xlim(0, 800)\n",
    "    ax.set_ylim(0, 400)\n",
    "    ax.set_aspect('equal')\n",
    "    ax.axis('off')\n",
    "    \n",
    "    # 绘制背景\n",
    "    ax.add_patch(Rectangle((0, 0), 800, 400, fill=True, color='#f9f9f9', alpha=0.5))\n",
    "    \n",
    "    # 输入信号\n",
    "    ax.text(50, 200, 'R(s)', fontsize=14)\n",
    "    ax.plot([70, 120], [200, 200], 'k-', linewidth=2)\n",
    "    arrow = Polygon([[115, 195], [120, 200], [115, 205]], closed=True, fill=True, color='k')\n",
    "    ax.add_patch(arrow)\n",
    "    \n",
    "    # 求和点\n",
    "    sum_point = Circle((130, 200), radius=15, fill=True, color='white', ec='black', linewidth=2)\n",
    "    ax.add_patch(sum_point)\n",
    "    ax.text(125, 195, '+', fontsize=14)\n",
    "    ax.text(125, 210, '-', fontsize=14)\n",
    "    \n",
    "    # 求和点到控制器连线\n",
    "    ax.plot([145, 180], [200, 200], 'k-', linewidth=2)\n",
    "    \n",
    "    # 控制器 Gc(s)\n",
    "    controller = Rectangle((180, 170), 100, 60, fill=True, color='white', ec='black', linewidth=2)\n",
    "    ax.add_patch(controller)\n",
    "    ax.text(230, 205, f'Gc(s) = {Kp}', fontsize=14, ha='center')\n",
    "    \n",
    "    # 控制器到受控对象连线\n",
    "    ax.plot([280, 320], [200, 200], 'k-', linewidth=2)\n",
    "    \n",
    "    # 受控对象 G(s)\n",
    "    process = Rectangle((320, 170), 100, 60, fill=True, color='white', ec='black', linewidth=2)\n",
    "    ax.add_patch(process)\n",
    "    ax.text(370, 205, 'G(s)', fontsize=14, ha='center')\n",
    "    ax.text(370, 225, r'$\\frac{s+1.59}{s(s+3.7)(s^2+2.4s+0.43)}$', \n",
    "            fontsize=12, ha='center', bbox=dict(facecolor='white', alpha=0.5))\n",
    "    \n",
    "    # 受控对象到输出连线\n",
    "    ax.plot([420, 470], [200, 200], 'k-', linewidth=2)\n",
    "    \n",
    "    # 输出信号\n",
    "    ax.text(490, 200, 'C(s)', fontsize=14)\n",
    "    \n",
    "    # 反馈连线\n",
    "    ax.plot([470, 470], [200, 250], 'k-', linewidth=2)\n",
    "    ax.plot([470, 110], [250, 250], 'k-', linewidth=2)\n",
    "    ax.plot([110, 110], [250, 215], 'k-', linewidth=2)\n",
    "    arrow_feedback = Polygon([[105, 220], [110, 215], [115, 220]], closed=True, fill=True, color='k')\n",
    "    ax.add_patch(arrow_feedback)\n",
    "    \n",
    "    # 系统说明\n",
    "    ax.text(400, 50, '单位负反馈控制系统', fontsize=18, ha='center', fontweight='bold')\n",
    "    \n",
    "    # 传递函数说明\n",
    "    ax.text(400, 350, 'G(s) = (s+1.59)/[s(s+3.7)(s²+2.4s+0.43)]', fontsize=12, ha='center')\n",
    "    ax.text(400, 375, '可调整控制器增益 Kp 观察系统变化', fontsize=12, ha='center')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 创建交互滑块\n",
    "interact(draw_block_diagram, Kp=FloatSlider(min=0.1, max=5.0, step=0.1, value=1.0, description='控制器增益 Kp'));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b5522bc-7fae-4407-8448-f4a9aa86b049",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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